2 papers
cs.AI2026
Just-in-Time Skill Retrieval via Long-Horizon State Tracking
Xin Lin, Ziheng Wang, Zerui Chen +6
Large language model (LLM) agents increasingly rely on external skill libraries to support complex task execution. However, determining which skills are needed remains challenging…
cs.CL2026
Cognitive Enhancement: Rethinking the Necessity of Role-Playing for Large Language Models
Xingjie Zhuang, Jialong Tang, Chulun Zhou +5
Role-playing prompting has become a popular yet simple technique for improving LLM reasoning and output quality. However, whether it consistently boosts performance across diverse…